deterministic-core-llm-surface-pattern: Claude Skill that keeps 95 percent of an agent in deterministic code
The brief
A Claude Skill that states the 95/5 pattern: keep roughly 95 percent of an agentic system in deterministic, versioned code and confine model calls to the 5 percent that needs genuine language judgment.
Key points
- Its heuristic is whether running the same input twice must produce identical output.
- Logic that must be identical belongs in code, not a prompt.
- The repository has 7 commits and documents anti-patterns and testing implications alongside the rule.
Sources
- GitHubgithub.com
- Source codegithub.com